Pathway Name Avg Num Perturbations Total Perturbations Num Entities Min Mean Truth Max Mean Truth Min Mean Within Max Mean Within Min Mean Any Max Mean Within HIF-1-alpha transcription factor network 24.0 1858.0 76.0 -0.282 0.035 1000.0 -1000.0 -0.041 -1000.0 TCGA08_retinoblastoma 24.0 197.0 8.0 -0.071 0.089 1000.0 -1000.0 -0.002 -1000.0 Signaling events mediated by the Hedgehog family 20.0 1043.0 52.0 -0.25 0.047 1000.0 -1000.0 -0.027 -1000.0 IL4-mediated signaling events 18.0 1690.0 91.0 -0.54 0.488 1000.0 -1000.0 -0.067 -1000.0 Osteopontin-mediated events 17.0 674.0 38.0 -0.161 0.033 1000.0 -1000.0 -0.034 -1000.0 IL23-mediated signaling events 17.0 1071.0 60.0 -0.482 0.032 1000.0 -1000.0 -0.071 -1000.0 Fc-epsilon receptor I signaling in mast cells 16.0 1598.0 97.0 -0.115 0.043 1000.0 -1000.0 -0.055 -1000.0 Signaling mediated by p38-alpha and p38-beta 16.0 747.0 44.0 -0.169 0.033 1000.0 -1000.0 -0.023 -1000.0 Glucocorticoid receptor regulatory network 15.0 1771.0 114.0 -0.451 0.274 1000.0 -1000.0 -0.046 -1000.0 Endothelins 15.0 1473.0 96.0 -0.207 0.032 1000.0 -1000.0 -0.044 -1000.0 Wnt signaling 15.0 106.0 7.0 -0.121 0.029 1000.0 -1000.0 -0.019 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 15.0 1067.0 68.0 -0.389 0.158 1000.0 -1000.0 -0.045 -1000.0 Noncanonical Wnt signaling pathway 14.0 375.0 26.0 -0.124 0.032 1000.0 -1000.0 -0.048 -1000.0 Thromboxane A2 receptor signaling 13.0 1443.0 105.0 -0.163 0.055 1000.0 -1000.0 -0.036 -1000.0 BCR signaling pathway 13.0 1352.0 99.0 -0.201 0.044 1000.0 -1000.0 -0.042 -1000.0 IGF1 pathway 13.0 754.0 57.0 -0.072 0.056 1000.0 -1000.0 -0.038 -1000.0 FOXM1 transcription factor network 13.0 687.0 51.0 -0.254 0.041 1000.0 -1000.0 -0.079 -1000.0 Syndecan-1-mediated signaling events 12.0 435.0 34.0 -0.121 0.037 1000.0 -1000.0 -0.031 -1000.0 Ephrin B reverse signaling 12.0 609.0 48.0 -0.093 0.041 1000.0 -1000.0 -0.032 -1000.0 EPHB forward signaling 12.0 1091.0 85.0 -0.104 0.073 1000.0 -1000.0 -0.066 -1000.0 Nectin adhesion pathway 11.0 755.0 63.0 -0.103 0.051 1000.0 -1000.0 -0.044 -1000.0 TCR signaling in naïve CD8+ T cells 11.0 1089.0 93.0 -0.094 0.045 1000.0 -1000.0 -0.037 -1000.0 Calcium signaling in the CD4+ TCR pathway 11.0 353.0 31.0 -0.198 0.037 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 11.0 885.0 78.0 -0.149 0.066 1000.0 -1000.0 -0.055 -1000.0 IL12-mediated signaling events 10.0 931.0 87.0 -0.2 0.035 1000.0 -1000.0 -0.05 -1000.0 TCGA08_p53 10.0 71.0 7.0 -0.041 0.033 1000.0 -1000.0 -0.006 -1000.0 BMP receptor signaling 9.0 750.0 81.0 -0.159 0.055 1000.0 -1000.0 -0.031 -1000.0 Glypican 1 network 9.0 461.0 48.0 -0.047 0.033 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 9.0 599.0 62.0 -0.147 0.069 1000.0 -1000.0 -0.037 -1000.0 S1P1 pathway 9.0 344.0 36.0 -0.19 0.032 1000.0 -1000.0 -0.029 -1000.0 FAS signaling pathway (CD95) 9.0 447.0 47.0 -0.162 0.073 1000.0 -1000.0 -0.036 -1000.0 IL27-mediated signaling events 9.0 498.0 51.0 -0.185 0.114 1000.0 -1000.0 -0.043 -1000.0 LPA receptor mediated events 9.0 955.0 102.0 -0.195 0.033 1000.0 -1000.0 -0.067 -1000.0 EGFR-dependent Endothelin signaling events 9.0 209.0 21.0 -0.069 0.045 1000.0 -1000.0 -0.025 -1000.0 Syndecan-2-mediated signaling events 8.0 555.0 69.0 -0.122 0.035 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 8.0 593.0 68.0 -0.101 0.043 1000.0 -1000.0 -0.042 -1000.0 amb2 Integrin signaling 8.0 666.0 82.0 -0.111 0.035 1000.0 -1000.0 -0.033 -1000.0 Syndecan-4-mediated signaling events 8.0 602.0 67.0 -0.075 0.032 1000.0 -1000.0 -0.037 -1000.0 HIF-2-alpha transcription factor network 7.0 324.0 43.0 -0.063 0.051 1000.0 -1000.0 -0.042 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 7.0 559.0 74.0 -0.092 0.052 1000.0 -1000.0 -0.058 -1000.0 Caspase cascade in apoptosis 6.0 506.0 74.0 -0.059 0.045 1000.0 -1000.0 -0.034 -1000.0 Arf6 signaling events 6.0 421.0 62.0 -0.07 0.068 1000.0 -1000.0 -0.015 -1000.0 Canonical Wnt signaling pathway 6.0 308.0 51.0 -0.128 0.064 1000.0 -1000.0 -0.046 -1000.0 Glypican 2 network 6.0 26.0 4.0 -0.003 -0.0 1000.0 -1000.0 -0.0 -1000.0 IL6-mediated signaling events 6.0 522.0 75.0 -0.084 0.053 1000.0 -1000.0 -0.048 -1000.0 Plasma membrane estrogen receptor signaling 6.0 550.0 86.0 -0.074 0.047 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling in keratinocytes 6.0 294.0 43.0 -0.033 0.045 1000.0 -1000.0 -0.031 -1000.0 E-cadherin signaling events 6.0 34.0 5.0 0.002 0.028 1000.0 -1000.0 0.014 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 721.0 136.0 -0.405 0.083 1000.0 -1000.0 -0.028 -1000.0 Coregulation of Androgen receptor activity 5.0 388.0 76.0 -0.182 0.054 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by PTP1B 5.0 435.0 76.0 -0.081 0.063 1000.0 -1000.0 -0.032 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 387.0 65.0 -0.137 0.074 1000.0 -1000.0 -0.044 -1000.0 Arf6 downstream pathway 5.0 254.0 43.0 -0.051 0.052 1000.0 -1000.0 -0.02 -1000.0 PDGFR-alpha signaling pathway 5.0 229.0 44.0 -0.114 0.05 1000.0 -1000.0 -0.035 -1000.0 Reelin signaling pathway 5.0 322.0 56.0 -0.081 0.083 1000.0 -1000.0 -0.035 -1000.0 TRAIL signaling pathway 5.0 284.0 48.0 -0.029 0.051 1000.0 -1000.0 -0.032 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 81.0 15.0 -0.032 0.032 1000.0 -1000.0 -0.032 -1000.0 Syndecan-3-mediated signaling events 5.0 178.0 35.0 -0.139 0.062 1000.0 -1000.0 -0.037 -1000.0 Integrins in angiogenesis 5.0 465.0 84.0 -0.113 0.068 1000.0 -1000.0 -0.035 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 5.0 247.0 45.0 -0.056 0.046 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 397.0 76.0 -0.064 0.058 1000.0 -1000.0 -0.054 -1000.0 ErbB2/ErbB3 signaling events 4.0 260.0 65.0 -0.032 0.045 1000.0 -1000.0 -0.044 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 126.0 28.0 -0.023 0.042 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 4.0 14.0 3.0 -0.008 0.03 1000.0 -1000.0 -0.003 -1000.0 Visual signal transduction: Cones 4.0 162.0 38.0 -0.019 0.048 1000.0 -1000.0 -0.0 -1000.0 Presenilin action in Notch and Wnt signaling 4.0 294.0 61.0 -0.128 0.062 1000.0 -1000.0 -0.051 -1000.0 p75(NTR)-mediated signaling 4.0 538.0 125.0 -0.118 0.074 1000.0 -1000.0 -0.038 -1000.0 mTOR signaling pathway 4.0 221.0 53.0 -0.014 0.087 1000.0 -1000.0 -0.033 -1000.0 Ceramide signaling pathway 4.0 360.0 76.0 -0.054 0.06 1000.0 -1000.0 -0.035 -1000.0 Nongenotropic Androgen signaling 4.0 226.0 52.0 -0.071 0.06 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 579.0 125.0 -0.037 0.039 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by STAT5 4.0 93.0 22.0 -0.074 0.033 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events 4.0 301.0 73.0 -0.034 0.037 1000.0 -1000.0 -0.033 -1000.0 VEGFR1 specific signals 4.0 265.0 56.0 -0.042 0.039 1000.0 -1000.0 -0.046 -1000.0 S1P3 pathway 4.0 191.0 42.0 -0.049 0.042 1000.0 -1000.0 -0.031 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 529.0 120.0 -0.141 0.082 1000.0 -1000.0 -0.042 -1000.0 Visual signal transduction: Rods 4.0 237.0 52.0 -0.075 0.047 1000.0 -1000.0 -0.029 -1000.0 S1P4 pathway 4.0 108.0 25.0 -0.019 0.042 1000.0 -1000.0 -0.021 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 70.0 17.0 -0.011 0.033 1000.0 -1000.0 -0.017 -1000.0 ErbB4 signaling events 3.0 263.0 69.0 -0.08 0.046 1000.0 -1000.0 -0.031 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 201.0 54.0 -0.057 0.047 1000.0 -1000.0 -0.042 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 18.0 5.0 0.012 0.033 1000.0 -1000.0 0.014 -1000.0 Cellular roles of Anthrax toxin 3.0 146.0 39.0 -0.051 0.032 1000.0 -1000.0 -0.022 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 339.0 85.0 -0.097 0.088 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 3.0 170.0 46.0 -0.071 0.071 1000.0 -1000.0 -0.075 -1000.0 PLK1 signaling events 3.0 257.0 85.0 -0.023 0.1 1000.0 -1000.0 -0.024 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 113.0 37.0 -0.04 0.061 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class III 3.0 156.0 40.0 -0.061 0.061 1000.0 -1000.0 -0.028 -1000.0 S1P5 pathway 3.0 61.0 17.0 -0.013 0.032 1000.0 -1000.0 -0.012 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 204.0 52.0 -0.026 0.077 1000.0 -1000.0 -0.027 -1000.0 FoxO family signaling 3.0 199.0 64.0 -0.111 0.066 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 3.0 212.0 58.0 -0.061 0.061 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 3.0 95.0 31.0 -0.007 0.033 1000.0 -1000.0 -0.016 -1000.0 IL2 signaling events mediated by PI3K 3.0 227.0 58.0 -0.094 0.033 1000.0 -1000.0 -0.039 -1000.0 TCGA08_rtk_signaling 3.0 78.0 26.0 -0.063 0.063 1000.0 -1000.0 -0.007 -1000.0 Insulin Pathway 3.0 233.0 74.0 -0.048 0.081 1000.0 -1000.0 -0.035 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 339.0 88.0 -0.048 0.035 1000.0 -1000.0 -0.063 -1000.0 PDGFR-beta signaling pathway 3.0 341.0 97.0 -0.06 0.076 1000.0 -1000.0 -0.051 -1000.0 Regulation of Androgen receptor activity 3.0 266.0 70.0 -0.215 0.053 1000.0 -1000.0 -0.039 -1000.0 Aurora B signaling 3.0 253.0 67.0 -0.093 0.057 1000.0 -1000.0 -0.035 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 48.0 17.0 -0.013 0.047 1000.0 -1000.0 -0.033 -1000.0 Aurora A signaling 2.0 124.0 60.0 -0.005 0.056 1000.0 -1000.0 -0.02 -1000.0 EPO signaling pathway 2.0 161.0 55.0 -0.014 0.057 1000.0 -1000.0 -0.032 -1000.0 ceramide signaling pathway 2.0 143.0 49.0 -0.027 0.043 1000.0 -1000.0 -0.035 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 104.0 36.0 -0.048 0.062 1000.0 -1000.0 -0.036 -1000.0 Regulation of Telomerase 2.0 292.0 102.0 -0.095 0.08 1000.0 -1000.0 -0.039 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 92.0 33.0 -0.053 0.074 1000.0 -1000.0 -0.026 -1000.0 LPA4-mediated signaling events 1.0 21.0 12.0 -0.015 0.041 1000.0 -1000.0 -0.025 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 28.0 23.0 0.012 0.06 1000.0 -1000.0 -0.017 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 39.0 34.0 -0.04 0.064 1000.0 -1000.0 -0.023 -1000.0 BARD1 signaling events 1.0 64.0 57.0 -0.047 0.073 1000.0 -1000.0 -0.031 -1000.0 Circadian rhythm pathway 1.0 28.0 22.0 -0.01 0.048 1000.0 -1000.0 -0.037 -1000.0 Ephrin A reverse signaling 1.0 8.0 7.0 -0.0 0.032 1000.0 -1000.0 -0.0 -1000.0 Insulin-mediated glucose transport 1.0 58.0 32.0 -0.025 0.042 1000.0 -1000.0 -0.022 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 116.0 68.0 -0.044 0.065 1000.0 -1000.0 -0.033 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 158.0 82.0 -0.029 0.054 1000.0 -1000.0 -0.056 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 130.0 83.0 -0.025 0.059 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by HDAC Class I 1.0 162.0 104.0 -0.042 0.076 1000.0 -1000.0 -0.033 -1000.0 Regulation of p38-alpha and p38-beta 1.0 101.0 54.0 -0.007 0.075 1000.0 -1000.0 -0.034 -1000.0 Arf6 trafficking events 1.0 79.0 71.0 -0.035 0.043 1000.0 -1000.0 -0.025 -1000.0 Rapid glucocorticoid signaling 1.0 20.0 20.0 -0.0 0.042 1000.0 -1000.0 -0.003 -1000.0 Signaling events mediated by PRL 1.0 55.0 34.0 -0.031 0.046 1000.0 -1000.0 -0.043 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.026 0.026 1000.0 -1000.0 -0.018 -1000.0 p38 MAPK signaling pathway 1.0 57.0 44.0 -0.017 0.06 1000.0 -1000.0 -0.026 -1000.0 Alternative NF-kappaB pathway 1.0 16.0 13.0 -0.0 0.074 1000.0 -1000.0 -0.0 -1000.0 Canonical NF-kappaB pathway 0.0 20.0 39.0 -0.0 0.067 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class II 0.0 68.0 75.0 -0.04 0.057 1000.0 -1000.0 -0.033 -1000.0 Aurora C signaling 0.0 1.0 7.0 -0.0 0.057 1000.0 -1000.0 -0.013 -1000.0 Effects of Botulinum toxin 0.0 20.0 26.0 -0.01 0.054 1000.0 -1000.0 -0.003 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 6.0 27.0 -0.0 0.063 1000.0 -1000.0 -0.028 -1000.0 Arf1 pathway 0.0 24.0 54.0 -0.002 0.043 1000.0 -1000.0 -0.019 -1000.0 Total 776 49727 7203 -11.7497232648 7.61708459751 131000 -131000 -4.26448613509 -131000